Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 239194 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 31.5 MiB |
| Average record size in memory | 138.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Boolean | 1 |
| Categorical | 7 |
| Unsupported | 1 |
visible has constant value "True" | Constant |
sensor-type has constant value "gps" | Constant |
individual-taxon-canonical-name has constant value "Canis lupus" | Constant |
study-name has constant value "ABoVE: Boutin Alberta Grey Wolf" | Constant |
timestamp has a high cardinality: 189637 distinct values | High cardinality |
study-local-timestamp has a high cardinality: 189637 distinct values | High cardinality |
location-long is highly correlated with height-raw and 1 other fields | High correlation |
location-lat is highly correlated with utm-northing | High correlation |
height-raw is highly correlated with location-long and 1 other fields | High correlation |
utm-easting is highly correlated with location-long and 1 other fields | High correlation |
utm-northing is highly correlated with location-lat | High correlation |
location-long is highly correlated with height-raw and 1 other fields | High correlation |
location-lat is highly correlated with height-raw and 1 other fields | High correlation |
height-raw is highly correlated with location-long and 3 other fields | High correlation |
utm-easting is highly correlated with location-long and 1 other fields | High correlation |
utm-northing is highly correlated with location-lat and 1 other fields | High correlation |
location-long is highly correlated with utm-easting | High correlation |
location-lat is highly correlated with utm-northing | High correlation |
utm-easting is highly correlated with location-long | High correlation |
utm-northing is highly correlated with location-lat | High correlation |
individual-taxon-canonical-name is highly correlated with visible and 4 other fields | High correlation |
visible is highly correlated with individual-taxon-canonical-name and 4 other fields | High correlation |
study-name is highly correlated with individual-taxon-canonical-name and 4 other fields | High correlation |
sensor-type is highly correlated with individual-taxon-canonical-name and 4 other fields | High correlation |
study-timezone is highly correlated with individual-taxon-canonical-name and 3 other fields | High correlation |
utm-zone is highly correlated with individual-taxon-canonical-name and 3 other fields | High correlation |
event-id is highly correlated with location-long and 3 other fields | High correlation |
location-long is highly correlated with event-id and 4 other fields | High correlation |
location-lat is highly correlated with event-id and 4 other fields | High correlation |
external-temperature is highly correlated with study-timezone | High correlation |
tag-local-identifier is highly correlated with event-id | High correlation |
utm-easting is highly correlated with location-long and 3 other fields | High correlation |
utm-northing is highly correlated with event-id and 4 other fields | High correlation |
utm-zone is highly correlated with location-long and 3 other fields | High correlation |
study-timezone is highly correlated with external-temperature | High correlation |
event-id is uniformly distributed | Uniform |
timestamp is uniformly distributed | Uniform |
study-local-timestamp is uniformly distributed | Uniform |
event-id has unique values | Unique |
individual-local-identifier is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
external-temperature has 7883 (3.3%) zeros | Zeros |
Reproduction
| Analysis started | 2021-11-11 22:19:58.138942 |
|---|---|
| Analysis finished | 2021-11-11 22:20:32.226047 |
| Duration | 34.09 seconds |
| Software version | pandas-profiling v3.1.1 |
| Download configuration | config.json |
| Distinct | 239194 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9710414520 |
| Minimum | 9710294924 |
|---|---|
| Maximum | 9710534117 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 9710294924 |
|---|---|
| 5-th percentile | 9710306884 |
| Q1 | 9710354722 |
| median | 9710414520 |
| Q3 | 9710474319 |
| 95-th percentile | 9710522157 |
| Maximum | 9710534117 |
| Range | 239193 |
| Interquartile range (IQR) | 119596.5 |
Descriptive statistics
| Standard deviation | 69049.50448 |
|---|---|
| Coefficient of variation (CV) | 7.110870945 × 10-6 |
| Kurtosis | -1.2 |
| Mean | 9710414520 |
| Median Absolute Deviation (MAD) | 59798.5 |
| Skewness | 4.498026642 × 10-16 |
| Sum | 2.322672891 × 1015 |
| Variance | 4767834069 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9710340097 | 1 | < 0.1% |
| 9710517501 | 1 | < 0.1% |
| 9710525681 | 1 | < 0.1% |
| 9710523632 | 1 | < 0.1% |
| 9710521587 | 1 | < 0.1% |
| 9710519538 | 1 | < 0.1% |
| 9710533877 | 1 | < 0.1% |
| 9710531828 | 1 | < 0.1% |
| 9710529783 | 1 | < 0.1% |
| 9710527734 | 1 | < 0.1% |
| Other values (239184) | 239184 |
| Value | Count | Frequency (%) |
| 9710294924 | 1 | |
| 9710294925 | 1 | |
| 9710294926 | 1 | |
| 9710294927 | 1 | |
| 9710294928 | 1 | |
| 9710294929 | 1 | |
| 9710294930 | 1 | |
| 9710294931 | 1 | |
| 9710294932 | 1 | |
| 9710294933 | 1 |
| Value | Count | Frequency (%) |
| 9710534117 | 1 | |
| 9710534116 | 1 | |
| 9710534115 | 1 | |
| 9710534114 | 1 | |
| 9710534113 | 1 | |
| 9710534112 | 1 | |
| 9710534111 | 1 | |
| 9710534110 | 1 | |
| 9710534109 | 1 | |
| 9710534108 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 467.3 KiB |
| True |
|---|
| Value | Count | Frequency (%) |
| True | 239194 |
| Distinct | 189637 |
|---|---|
| Distinct (%) | 79.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 2012-03-23 10:00:29.000 | 16 |
|---|---|
| 2012-03-27 10:00:29.000 | 15 |
| 2012-03-21 10:00:29.000 | 15 |
| 2012-03-27 22:00:29.000 | 14 |
| 2012-04-04 22:00:29.000 | 14 |
| Other values (189632) |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 23 |
| Min length | 23 |
Characters and Unicode
| Total characters | 5501462 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 154667 ? |
|---|---|
| Unique (%) | 64.7% |
Sample
| 1st row | 2013-12-19 00:00:44.000 |
|---|---|
| 2nd row | 2013-12-19 12:00:45.000 |
| 3rd row | 2013-12-20 00:00:44.000 |
| 4th row | 2013-12-20 12:00:44.000 |
| 5th row | 2013-12-21 00:00:44.000 |
Common Values
| Value | Count | Frequency (%) |
| 2012-03-23 10:00:29.000 | 16 | < 0.1% |
| 2012-03-27 10:00:29.000 | 15 | < 0.1% |
| 2012-03-21 10:00:29.000 | 15 | < 0.1% |
| 2012-03-27 22:00:29.000 | 14 | < 0.1% |
| 2012-04-04 22:00:29.000 | 14 | < 0.1% |
| 2012-03-25 04:00:29.000 | 14 | < 0.1% |
| 2012-03-25 22:00:29.000 | 13 | < 0.1% |
| 2012-03-21 16:00:29.000 | 13 | < 0.1% |
| 2012-04-07 16:00:29.000 | 13 | < 0.1% |
| 2012-04-05 10:00:29.000 | 13 | < 0.1% |
| Other values (189627) | 239054 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 10:00:29.000 | 2109 | 0.4% |
| 04:00:29.000 | 1941 | 0.4% |
| 22:00:29.000 | 1900 | 0.4% |
| 07:00:29.000 | 1882 | 0.4% |
| 16:00:29.000 | 1828 | 0.4% |
| 2012-04-10 | 1824 | 0.4% |
| 2012-04-12 | 1822 | 0.4% |
| 2012-04-13 | 1821 | 0.4% |
| 2012-04-16 | 1821 | 0.4% |
| 2012-04-09 | 1820 | 0.4% |
| Other values (14704) | 459620 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1726526 | |
| 1 | 784017 | |
| 2 | 599797 | 10.9% |
| - | 478388 | 8.7% |
| : | 478388 | 8.7% |
| 3 | 261920 | 4.8% |
| 4 | 239396 | 4.4% |
| 239194 | 4.3% | |
| . | 239194 | 4.3% |
| 5 | 136034 | 2.5% |
| Other values (4) | 318608 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4066298 | |
| Other Punctuation | 717582 | 13.0% |
| Dash Punctuation | 478388 | 8.7% |
| Space Separator | 239194 | 4.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1726526 | |
| 1 | 784017 | |
| 2 | 599797 | 14.8% |
| 3 | 261920 | 6.4% |
| 4 | 239396 | 5.9% |
| 5 | 136034 | 3.3% |
| 6 | 95287 | 2.3% |
| 9 | 87433 | 2.2% |
| 7 | 68587 | 1.7% |
| 8 | 67301 | 1.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 478388 | |
| . | 239194 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 478388 |
Space Separator
| Value | Count | Frequency (%) |
| 239194 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5501462 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1726526 | |
| 1 | 784017 | |
| 2 | 599797 | 10.9% |
| - | 478388 | 8.7% |
| : | 478388 | 8.7% |
| 3 | 261920 | 4.8% |
| 4 | 239396 | 4.4% |
| 239194 | 4.3% | |
| . | 239194 | 4.3% |
| 5 | 136034 | 2.5% |
| Other values (4) | 318608 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5501462 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1726526 | |
| 1 | 784017 | |
| 2 | 599797 | 10.9% |
| - | 478388 | 8.7% |
| : | 478388 | 8.7% |
| 3 | 261920 | 4.8% |
| 4 | 239396 | 4.4% |
| 239194 | 4.3% | |
| . | 239194 | 4.3% |
| 5 | 136034 | 2.5% |
| Other values (4) | 318608 | 5.8% |
| Distinct | 183369 |
|---|---|
| Distinct (%) | 76.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -111.7361772 |
| Minimum | -115.791907 |
|---|---|
| Maximum | -110.703109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 239194 |
| Negative (%) | 100.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -115.791907 |
|---|---|
| 5-th percentile | -112.3091405 |
| Q1 | -111.9618555 |
| median | -111.671905 |
| Q3 | -111.477346 |
| 95-th percentile | -111.2075907 |
| Maximum | -110.703109 |
| Range | 5.088798 |
| Interquartile range (IQR) | 0.4845095 |
Descriptive statistics
| Standard deviation | 0.3654941019 |
|---|---|
| Coefficient of variation (CV) | -0.003271045342 |
| Kurtosis | 2.340819931 |
| Mean | -111.7361772 |
| Median Absolute Deviation (MAD) | 0.233387 |
| Skewness | -0.9266874694 |
| Sum | -26726623.16 |
| Variance | 0.1335859386 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -111.932846 | 41 | < 0.1% |
| -111.932876 | 38 | < 0.1% |
| -111.931211 | 32 | < 0.1% |
| -111.296281 | 26 | < 0.1% |
| -111.430852 | 25 | < 0.1% |
| -112.077905 | 25 | < 0.1% |
| -111.931224 | 25 | < 0.1% |
| -111.450258 | 23 | < 0.1% |
| -111.45027 | 22 | < 0.1% |
| -111.932889 | 21 | < 0.1% |
| Other values (183359) | 238916 |
| Value | Count | Frequency (%) |
| -115.791907 | 1 | |
| -115.754928 | 1 | |
| -115.741921 | 1 | |
| -115.738746 | 1 | |
| -115.701642 | 1 | |
| -115.628552 | 1 | |
| -115.603947 | 1 | |
| -115.603806 | 1 | |
| -115.601628 | 1 | |
| -115.599229 | 1 |
| Value | Count | Frequency (%) |
| -110.703109 | 1 | |
| -110.786528 | 1 | |
| -110.845371 | 1 | |
| -110.845421 | 1 | |
| -110.846151 | 1 | |
| -110.872521 | 1 | |
| -110.878595 | 1 | |
| -110.878731 | 1 | |
| -110.884923 | 1 | |
| -110.888784 | 1 |
| Distinct | 184497 |
|---|---|
| Distinct (%) | 77.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.09680406 |
| Minimum | 55.622621 |
|---|---|
| Maximum | 60.568555 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 55.622621 |
|---|---|
| 5-th percentile | 56.56211465 |
| Q1 | 56.7058 |
| median | 56.9332795 |
| Q3 | 57.34693125 |
| 95-th percentile | 57.73891035 |
| Maximum | 60.568555 |
| Range | 4.945934 |
| Interquartile range (IQR) | 0.64113125 |
Descriptive statistics
| Standard deviation | 0.6912884859 |
|---|---|
| Coefficient of variation (CV) | 0.01210730613 |
| Kurtosis | 9.55094609 |
| Mean | 57.09680406 |
| Median Absolute Deviation (MAD) | 0.2572585 |
| Skewness | 2.786582195 |
| Sum | 13657212.95 |
| Variance | 0.4778797708 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56.683956 | 20 | < 0.1% |
| 57.072318 | 18 | < 0.1% |
| 57.072313 | 18 | < 0.1% |
| 57.072328 | 16 | < 0.1% |
| 57.072327 | 15 | < 0.1% |
| 57.072303 | 15 | < 0.1% |
| 57.072379 | 15 | < 0.1% |
| 57.072369 | 15 | < 0.1% |
| 56.960303 | 14 | < 0.1% |
| 57.072383 | 13 | < 0.1% |
| Other values (184487) | 239035 |
| Value | Count | Frequency (%) |
| 55.622621 | 1 | |
| 55.625193 | 1 | |
| 55.625605 | 1 | |
| 55.628226 | 1 | |
| 55.628723 | 1 | |
| 55.628728 | 1 | |
| 55.628745 | 1 | |
| 55.628746 | 1 | |
| 55.628759 | 1 | |
| 55.628771 | 1 |
| Value | Count | Frequency (%) |
| 60.568555 | 1 | |
| 60.568508 | 1 | |
| 60.568496 | 1 | |
| 60.568485 | 1 | |
| 60.546609 | 1 | |
| 60.498292 | 1 | |
| 60.452133 | 1 | |
| 60.406567 | 1 | |
| 60.406489 | 1 | |
| 60.367734 | 1 |
| Distinct | 86 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.715912607 |
| Minimum | -33 |
|---|---|
| Maximum | 55 |
| Zeros | 7883 |
| Zeros (%) | 3.3% |
| Negative | 81436 |
| Negative (%) | 34.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -33 |
|---|---|
| 5-th percentile | -15 |
| Q1 | -3 |
| median | 4 |
| Q3 | 14 |
| 95-th percentile | 24 |
| Maximum | 55 |
| Range | 88 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 11.90581803 |
|---|---|
| Coefficient of variation (CV) | 2.524605316 |
| Kurtosis | -0.3340920936 |
| Mean | 4.715912607 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.02194794282 |
| Sum | 1128018 |
| Variance | 141.7485031 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 8397 | 3.5% |
| 2 | 8378 | 3.5% |
| 1 | 8336 | 3.5% |
| 4 | 8059 | 3.4% |
| 3 | 8020 | 3.4% |
| 0 | 7883 | 3.3% |
| -2 | 7880 | 3.3% |
| -3 | 7835 | 3.3% |
| 6 | 7509 | 3.1% |
| 5 | 7506 | 3.1% |
| Other values (76) | 159391 |
| Value | Count | Frequency (%) |
| -33 | 11 | < 0.1% |
| -32 | 21 | < 0.1% |
| -30 | 25 | < 0.1% |
| -29 | 66 | < 0.1% |
| -28 | 116 | < 0.1% |
| -27 | 191 | 0.1% |
| -26 | 289 | |
| -25 | 386 | |
| -24 | 473 | |
| -23 | 649 |
| Value | Count | Frequency (%) |
| 55 | 3 | < 0.1% |
| 54 | 2 | < 0.1% |
| 53 | 4 | < 0.1% |
| 52 | 2 | < 0.1% |
| 51 | 3 | < 0.1% |
| 50 | 2 | < 0.1% |
| 49 | 4 | < 0.1% |
| 48 | 3 | < 0.1% |
| 47 | 2 | < 0.1% |
| 46 | 12 |
gps:dop
Real number (ℝ≥0)
| Distinct | 103 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.436039366 |
| Minimum | 0.2 |
|---|---|
| Maximum | 24.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 1.8 |
| median | 2 |
| Q3 | 2.8 |
| 95-th percentile | 5 |
| Maximum | 24.8 |
| Range | 24.6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.528486256 |
|---|---|
| Coefficient of variation (CV) | 0.6274472727 |
| Kurtosis | 36.99050467 |
| Mean | 2.436039366 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 4.469849627 |
| Sum | 582686 |
| Variance | 2.336270235 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.8 | 44157 | |
| 2 | 41587 | |
| 1.6 | 41173 | |
| 2.2 | 34925 | |
| 3.2 | 13117 | 5.5% |
| 3.4 | 10569 | 4.4% |
| 0.6 | 10299 | 4.3% |
| 3.6 | 8744 | 3.7% |
| 3.8 | 7236 | 3.0% |
| 4.8 | 3213 | 1.3% |
| Other values (93) | 24174 |
| Value | Count | Frequency (%) |
| 0.2 | 38 | < 0.1% |
| 0.4 | 2028 | 0.8% |
| 0.6 | 10299 | 4.3% |
| 1 | 3 | < 0.1% |
| 1.2 | 161 | 0.1% |
| 1.4 | 871 | 0.4% |
| 1.6 | 41173 | |
| 1.8 | 44157 | |
| 2 | 41587 | |
| 2.2 | 34925 |
| Value | Count | Frequency (%) |
| 24.8 | 1 | < 0.1% |
| 24.6 | 6 | < 0.1% |
| 24.4 | 6 | < 0.1% |
| 24.2 | 3 | < 0.1% |
| 24 | 28 | |
| 23.2 | 1 | < 0.1% |
| 23 | 10 | < 0.1% |
| 22.8 | 7 | < 0.1% |
| 22.6 | 10 | < 0.1% |
| 22.4 | 9 | < 0.1% |
| Distinct | 38907 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 343.5655176 |
| Minimum | -83.62 |
|---|---|
| Maximum | 6337.09 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 8 |
| Negative (%) | < 0.1% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -83.62 |
|---|---|
| 5-th percentile | 205.28 |
| Q1 | 282.05 |
| median | 338.95 |
| Q3 | 401.95 |
| 95-th percentile | 488.54 |
| Maximum | 6337.09 |
| Range | 6420.71 |
| Interquartile range (IQR) | 119.9 |
Descriptive statistics
| Standard deviation | 87.31794086 |
|---|---|
| Coefficient of variation (CV) | 0.2541522254 |
| Kurtosis | 93.76256085 |
| Mean | 343.5655176 |
| Median Absolute Deviation (MAD) | 59.83 |
| Skewness | 1.627299106 |
| Sum | 82178810.41 |
| Variance | 7624.422796 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 386.38 | 34 | < 0.1% |
| 384.7 | 30 | < 0.1% |
| 321.77 | 27 | < 0.1% |
| 348.33 | 27 | < 0.1% |
| 309.04 | 27 | < 0.1% |
| 322.23 | 25 | < 0.1% |
| 322.57 | 25 | < 0.1% |
| 342.81 | 25 | < 0.1% |
| 328.8 | 25 | < 0.1% |
| 329.65 | 25 | < 0.1% |
| Other values (38897) | 238924 |
| Value | Count | Frequency (%) |
| -83.62 | 1 | |
| -73.71 | 1 | |
| -65.5 | 1 | |
| -51.43 | 1 | |
| -33.46 | 1 | |
| -13.78 | 1 | |
| -12.9 | 1 | |
| -4.5 | 1 | |
| 0.43 | 1 | |
| 2.82 | 1 |
| Value | Count | Frequency (%) |
| 6337.09 | 1 | |
| 2254.37 | 1 | |
| 1645.03 | 1 | |
| 1300.34 | 1 | |
| 1075.57 | 1 | |
| 1007.78 | 1 | |
| 1007.74 | 1 | |
| 924.64 | 1 | |
| 921.79 | 1 | |
| 914.03 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| gps |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 717582 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | gps |
|---|---|
| 2nd row | gps |
| 3rd row | gps |
| 4th row | gps |
| 5th row | gps |
Common Values
| Value | Count | Frequency (%) |
| gps | 239194 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| gps | 239194 |
Most occurring characters
| Value | Count | Frequency (%) |
| g | 239194 | |
| p | 239194 | |
| s | 239194 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 717582 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| g | 239194 | |
| p | 239194 | |
| s | 239194 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 717582 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| g | 239194 | |
| p | 239194 | |
| s | 239194 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 717582 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| g | 239194 | |
| p | 239194 | |
| s | 239194 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| Canis lupus |
|---|
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Characters and Unicode
| Total characters | 2631134 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Canis lupus |
|---|---|
| 2nd row | Canis lupus |
| 3rd row | Canis lupus |
| 4th row | Canis lupus |
| 5th row | Canis lupus |
Common Values
| Value | Count | Frequency (%) |
| Canis lupus | 239194 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| canis | 239194 | |
| lupus | 239194 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 478388 | |
| u | 478388 | |
| C | 239194 | |
| a | 239194 | |
| n | 239194 | |
| i | 239194 | |
| 239194 | ||
| l | 239194 | |
| p | 239194 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2152746 | |
| Uppercase Letter | 239194 | 9.1% |
| Space Separator | 239194 | 9.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 478388 | |
| u | 478388 | |
| a | 239194 | |
| n | 239194 | |
| i | 239194 | |
| l | 239194 | |
| p | 239194 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 239194 |
Space Separator
| Value | Count | Frequency (%) |
| 239194 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2391940 | |
| Common | 239194 | 9.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 478388 | |
| u | 478388 | |
| C | 239194 | |
| a | 239194 | |
| n | 239194 | |
| i | 239194 | |
| l | 239194 | |
| p | 239194 |
Common
| Value | Count | Frequency (%) |
| 239194 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2631134 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 478388 | |
| u | 478388 | |
| C | 239194 | |
| a | 239194 | |
| n | 239194 | |
| i | 239194 | |
| 239194 | ||
| l | 239194 | |
| p | 239194 |
| Distinct | 43 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31031.32844 |
| Minimum | 13790 |
|---|---|
| Maximum | 35260 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 13790 |
|---|---|
| 5-th percentile | 13794 |
| Q1 | 32255 |
| median | 32263 |
| Q3 | 33672 |
| 95-th percentile | 33679 |
| Maximum | 35260 |
| Range | 21470 |
| Interquartile range (IQR) | 1417 |
Descriptive statistics
| Standard deviation | 5537.370128 |
|---|---|
| Coefficient of variation (CV) | 0.1784445078 |
| Kurtosis | 5.686306793 |
| Mean | 31031.32844 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -2.742033107 |
| Sum | 7422507575 |
| Variance | 30662467.94 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 32261 | 16414 | 6.9% |
| 32263 | 12896 | 5.4% |
| 33678 | 11457 | 4.8% |
| 32254 | 11391 | 4.8% |
| 13794 | 11356 | 4.7% |
| 32251 | 11344 | 4.7% |
| 33679 | 10913 | 4.6% |
| 32264 | 8827 | 3.7% |
| 32252 | 8709 | 3.6% |
| 32259 | 8703 | 3.6% |
| Other values (33) | 127184 |
| Value | Count | Frequency (%) |
| 13790 | 5531 | |
| 13791 | 661 | 0.3% |
| 13792 | 3383 | 1.4% |
| 13793 | 1032 | 0.4% |
| 13794 | 11356 | |
| 15008 | 39 | < 0.1% |
| 15009 | 105 | < 0.1% |
| 32251 | 11344 | |
| 32252 | 8709 | |
| 32253 | 3949 | 1.7% |
| Value | Count | Frequency (%) |
| 35260 | 85 | < 0.1% |
| 33681 | 5206 | |
| 33680 | 4716 | |
| 33679 | 10913 | |
| 33678 | 11457 | |
| 33677 | 6252 | |
| 33676 | 4316 | 1.8% |
| 33675 | 3816 | 1.6% |
| 33674 | 7789 | |
| 33673 | 3834 | 1.6% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| ABoVE: Boutin Alberta Grey Wolf |
|---|
Length
| Max length | 31 |
|---|---|
| Median length | 31 |
| Mean length | 31 |
| Min length | 31 |
Characters and Unicode
| Total characters | 7415014 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ABoVE: Boutin Alberta Grey Wolf |
|---|---|
| 2nd row | ABoVE: Boutin Alberta Grey Wolf |
| 3rd row | ABoVE: Boutin Alberta Grey Wolf |
| 4th row | ABoVE: Boutin Alberta Grey Wolf |
| 5th row | ABoVE: Boutin Alberta Grey Wolf |
Common Values
| Value | Count | Frequency (%) |
| ABoVE: Boutin Alberta Grey Wolf | 239194 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| above | 239194 | |
| boutin | 239194 | |
| alberta | 239194 | |
| grey | 239194 | |
| wolf | 239194 |
Most occurring characters
| Value | Count | Frequency (%) |
| 956776 | 12.9% | |
| o | 717582 | 9.7% |
| A | 478388 | 6.5% |
| e | 478388 | 6.5% |
| t | 478388 | 6.5% |
| r | 478388 | 6.5% |
| B | 478388 | 6.5% |
| l | 478388 | 6.5% |
| W | 239194 | 3.2% |
| y | 239194 | 3.2% |
| Other values (10) | 2391940 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4305492 | |
| Uppercase Letter | 1913552 | |
| Space Separator | 956776 | 12.9% |
| Other Punctuation | 239194 | 3.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 717582 | |
| e | 478388 | |
| t | 478388 | |
| r | 478388 | |
| l | 478388 | |
| y | 239194 | 5.6% |
| a | 239194 | 5.6% |
| n | 239194 | 5.6% |
| b | 239194 | 5.6% |
| i | 239194 | 5.6% |
| Other values (2) | 478388 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 478388 | |
| B | 478388 | |
| W | 239194 | |
| G | 239194 | |
| E | 239194 | |
| V | 239194 |
Space Separator
| Value | Count | Frequency (%) |
| 956776 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 239194 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6219044 | |
| Common | 1195970 | 16.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 717582 | 11.5% |
| A | 478388 | 7.7% |
| e | 478388 | 7.7% |
| t | 478388 | 7.7% |
| r | 478388 | 7.7% |
| B | 478388 | 7.7% |
| l | 478388 | 7.7% |
| W | 239194 | 3.8% |
| y | 239194 | 3.8% |
| G | 239194 | 3.8% |
| Other values (8) | 1913552 |
Common
| Value | Count | Frequency (%) |
| 956776 | ||
| : | 239194 | 20.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7415014 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 956776 | 12.9% | |
| o | 717582 | 9.7% |
| A | 478388 | 6.5% |
| e | 478388 | 6.5% |
| t | 478388 | 6.5% |
| r | 478388 | 6.5% |
| B | 478388 | 6.5% |
| l | 478388 | 6.5% |
| W | 239194 | 3.2% |
| y | 239194 | 3.2% |
| Other values (10) | 2391940 |
| Distinct | 233158 |
|---|---|
| Distinct (%) | 97.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 455378.6155 |
| Minimum | 321264.6663 |
|---|---|
| Maximum | 666940.885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 321264.6663 |
|---|---|
| 5-th percentile | 420062.0664 |
| Q1 | 441570.828 |
| median | 459903.0252 |
| Q3 | 471141.1709 |
| 95-th percentile | 487318.566 |
| Maximum | 666940.885 |
| Range | 345676.2187 |
| Interquartile range (IQR) | 29570.34288 |
Descriptive statistics
| Standard deviation | 22444.5914 |
|---|---|
| Coefficient of variation (CV) | 0.04928775889 |
| Kurtosis | 1.43709283 |
| Mean | 455378.6155 |
| Median Absolute Deviation (MAD) | 14085.83387 |
| Skewness | -0.8460651585 |
| Sum | 1.089238326 × 1011 |
| Variance | 503759683.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 443440.7473 | 16 | < 0.1% |
| 443442.5737 | 14 | < 0.1% |
| 481855.4285 | 12 | < 0.1% |
| 443541.7759 | 12 | < 0.1% |
| 443442.5889 | 12 | < 0.1% |
| 473798.8941 | 10 | < 0.1% |
| 477807.1738 | 10 | < 0.1% |
| 443440.761 | 10 | < 0.1% |
| 443541.009 | 10 | < 0.1% |
| 443541.791 | 10 | < 0.1% |
| Other values (233148) | 239078 |
| Value | Count | Frequency (%) |
| 321264.6663 | 1 | |
| 332765.2364 | 1 | |
| 332962.4868 | 1 | |
| 333001.0338 | 1 | |
| 337731.1275 | 1 | |
| 340792.7734 | 1 | |
| 343707.6344 | 1 | |
| 345914.791 | 1 | |
| 345915.1754 | 1 | |
| 345915.299 | 1 |
| Value | Count | Frequency (%) |
| 666940.885 | 1 | |
| 638158.0909 | 1 | |
| 617525.6078 | 1 | |
| 616721.3955 | 1 | |
| 616287.5323 | 1 | |
| 615732.6773 | 1 | |
| 608440.0062 | 1 | |
| 600237.4966 | 1 | |
| 599977.5209 | 1 | |
| 599922.2481 | 1 |
| Distinct | 233158 |
|---|---|
| Distinct (%) | 97.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6328465.624 |
| Minimum | 6165653.236 |
|---|---|
| Maximum | 6715338.568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 6165653.236 |
|---|---|
| 5-th percentile | 6269219.647 |
| Q1 | 6284742.306 |
| median | 6310361.042 |
| Q3 | 6356189.124 |
| 95-th percentile | 6399735.457 |
| Maximum | 6715338.568 |
| Range | 549685.332 |
| Interquartile range (IQR) | 71446.81812 |
Descriptive statistics
| Standard deviation | 76887.2272 |
|---|---|
| Coefficient of variation (CV) | 0.01214942638 |
| Kurtosis | 9.575902845 |
| Mean | 6328465.624 |
| Median Absolute Deviation (MAD) | 28796.21584 |
| Skewness | 2.794177083 |
| Sum | 1.513731006 × 1012 |
| Variance | 5911645706 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6325822.002 | 16 | < 0.1% |
| 6325822.534 | 14 | < 0.1% |
| 6325823.647 | 12 | < 0.1% |
| 6283664.46 | 12 | < 0.1% |
| 6325826.857 | 12 | < 0.1% |
| 6296819.198 | 10 | < 0.1% |
| 6325827.97 | 10 | < 0.1% |
| 6313049.634 | 10 | < 0.1% |
| 6325823.004 | 10 | < 0.1% |
| 6325828.426 | 10 | < 0.1% |
| Other values (233148) | 239078 |
| Value | Count | Frequency (%) |
| 6165653.236 | 1 | |
| 6165961.044 | 1 | |
| 6165964.254 | 1 | |
| 6166253.324 | 1 | |
| 6166367.654 | 1 | |
| 6166367.987 | 1 | |
| 6166369.984 | 1 | |
| 6166369.996 | 1 | |
| 6166371.545 | 1 | |
| 6166372.843 | 1 |
| Value | Count | Frequency (%) |
| 6715338.568 | 1 | |
| 6715333.351 | 1 | |
| 6715332.053 | 1 | |
| 6715330.696 | 1 | |
| 6712897.698 | 1 | |
| 6707454.539 | 1 | |
| 6702241.941 | 1 | |
| 6697143.365 | 1 | |
| 6697133.781 | 1 | |
| 6692797.709 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 12N | |
|---|---|
| 11N | 33 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 717582 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 12N |
|---|---|
| 2nd row | 12N |
| 3rd row | 12N |
| 4th row | 12N |
| 5th row | 12N |
Common Values
| Value | Count | Frequency (%) |
| 12N | 239161 | |
| 11N | 33 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 12n | 239161 | |
| 11n | 33 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 239227 | |
| N | 239194 | |
| 2 | 239161 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 478388 | |
| Uppercase Letter | 239194 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 239227 | |
| 2 | 239161 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 239194 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 478388 | |
| Latin | 239194 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 239227 | |
| 2 | 239161 |
Latin
| Value | Count | Frequency (%) |
| N | 239194 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 717582 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 239227 | |
| N | 239194 | |
| 2 | 239161 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| Mountain Daylight Time | |
|---|---|
| Mountain Standard Time |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 22 |
| Min length | 22 |
Characters and Unicode
| Total characters | 5262268 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mountain Standard Time |
|---|---|
| 2nd row | Mountain Standard Time |
| 3rd row | Mountain Standard Time |
| 4th row | Mountain Standard Time |
| 5th row | Mountain Standard Time |
Common Values
| Value | Count | Frequency (%) |
| Mountain Daylight Time | 127047 | |
| Mountain Standard Time | 112147 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| mountain | 239194 | |
| time | 239194 | |
| daylight | 127047 | |
| standard | 112147 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 605435 | |
| n | 590535 | |
| a | 590535 | |
| t | 478388 | 9.1% |
| 478388 | 9.1% | |
| M | 239194 | 4.5% |
| T | 239194 | 4.5% |
| u | 239194 | 4.5% |
| o | 239194 | 4.5% |
| e | 239194 | 4.5% |
| Other values (9) | 1323017 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4066298 | |
| Uppercase Letter | 717582 | 13.6% |
| Space Separator | 478388 | 9.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 605435 | |
| n | 590535 | |
| a | 590535 | |
| t | 478388 | |
| u | 239194 | 5.9% |
| o | 239194 | 5.9% |
| e | 239194 | 5.9% |
| m | 239194 | 5.9% |
| d | 224294 | 5.5% |
| y | 127047 | 3.1% |
| Other values (4) | 493288 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 239194 | |
| T | 239194 | |
| D | 127047 | |
| S | 112147 |
Space Separator
| Value | Count | Frequency (%) |
| 478388 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4783880 | |
| Common | 478388 | 9.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 605435 | |
| n | 590535 | |
| a | 590535 | |
| t | 478388 | |
| M | 239194 | 5.0% |
| T | 239194 | 5.0% |
| u | 239194 | 5.0% |
| o | 239194 | 5.0% |
| e | 239194 | 5.0% |
| m | 239194 | 5.0% |
| Other values (8) | 1083823 |
Common
| Value | Count | Frequency (%) |
| 478388 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5262268 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 605435 | |
| n | 590535 | |
| a | 590535 | |
| t | 478388 | 9.1% |
| 478388 | 9.1% | |
| M | 239194 | 4.5% |
| T | 239194 | 4.5% |
| u | 239194 | 4.5% |
| o | 239194 | 4.5% |
| e | 239194 | 4.5% |
| Other values (9) | 1323017 |
| Distinct | 189637 |
|---|---|
| Distinct (%) | 79.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 2012-03-23 04:00:29.000 | 16 |
|---|---|
| 2012-03-27 04:00:29.000 | 15 |
| 2012-03-21 04:00:29.000 | 15 |
| 2012-03-27 16:00:29.000 | 14 |
| 2012-03-24 22:00:29.000 | 14 |
| Other values (189632) |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 23 |
| Min length | 23 |
Characters and Unicode
| Total characters | 5501462 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 154667 ? |
|---|---|
| Unique (%) | 64.7% |
Sample
| 1st row | 2013-12-18 17:00:44.000 |
|---|---|
| 2nd row | 2013-12-19 05:00:45.000 |
| 3rd row | 2013-12-19 17:00:44.000 |
| 4th row | 2013-12-20 05:00:44.000 |
| 5th row | 2013-12-20 17:00:44.000 |
Common Values
| Value | Count | Frequency (%) |
| 2012-03-23 04:00:29.000 | 16 | < 0.1% |
| 2012-03-27 04:00:29.000 | 15 | < 0.1% |
| 2012-03-21 04:00:29.000 | 15 | < 0.1% |
| 2012-03-27 16:00:29.000 | 14 | < 0.1% |
| 2012-03-24 22:00:29.000 | 14 | < 0.1% |
| 2012-04-04 16:00:29.000 | 14 | < 0.1% |
| 2012-04-05 04:00:29.000 | 13 | < 0.1% |
| 2012-03-25 16:00:29.000 | 13 | < 0.1% |
| 2012-03-21 10:00:29.000 | 13 | < 0.1% |
| 2012-04-07 10:00:29.000 | 13 | < 0.1% |
| Other values (189627) | 239054 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2012-04-10 | 1824 | 0.4% |
| 2012-04-13 | 1823 | 0.4% |
| 2012-04-09 | 1822 | 0.4% |
| 2012-04-12 | 1820 | 0.4% |
| 2012-04-11 | 1818 | 0.4% |
| 2012-04-16 | 1815 | 0.4% |
| 2012-04-18 | 1812 | 0.4% |
| 2012-04-17 | 1800 | 0.4% |
| 2012-04-14 | 1800 | 0.4% |
| 2012-04-15 | 1784 | 0.4% |
| Other values (14985) | 460270 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1729253 | |
| 1 | 784294 | |
| 2 | 597742 | 10.9% |
| - | 478388 | 8.7% |
| : | 478388 | 8.7% |
| 3 | 261239 | 4.7% |
| 239194 | 4.3% | |
| . | 239194 | 4.3% |
| 4 | 237951 | 4.3% |
| 5 | 137399 | 2.5% |
| Other values (4) | 318420 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4066298 | |
| Other Punctuation | 717582 | 13.0% |
| Dash Punctuation | 478388 | 8.7% |
| Space Separator | 239194 | 4.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1729253 | |
| 1 | 784294 | |
| 2 | 597742 | 14.7% |
| 3 | 261239 | 6.4% |
| 4 | 237951 | 5.9% |
| 5 | 137399 | 3.4% |
| 6 | 95350 | 2.3% |
| 9 | 86980 | 2.1% |
| 8 | 69331 | 1.7% |
| 7 | 66759 | 1.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 478388 | |
| . | 239194 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 478388 |
Space Separator
| Value | Count | Frequency (%) |
| 239194 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5501462 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1729253 | |
| 1 | 784294 | |
| 2 | 597742 | 10.9% |
| - | 478388 | 8.7% |
| : | 478388 | 8.7% |
| 3 | 261239 | 4.7% |
| 239194 | 4.3% | |
| . | 239194 | 4.3% |
| 4 | 237951 | 4.3% |
| 5 | 137399 | 2.5% |
| Other values (4) | 318420 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5501462 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1729253 | |
| 1 | 784294 | |
| 2 | 597742 | 10.9% |
| - | 478388 | 8.7% |
| : | 478388 | 8.7% |
| 3 | 261239 | 4.7% |
| 239194 | 4.3% | |
| . | 239194 | 4.3% |
| 4 | 237951 | 4.3% |
| 5 | 137399 | 2.5% |
| Other values (4) | 318420 | 5.8% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| event-id | visible | timestamp | location-long | location-lat | external-temperature | gps:dop | height-raw | sensor-type | individual-taxon-canonical-name | tag-local-identifier | individual-local-identifier | study-name | utm-easting | utm-northing | utm-zone | study-timezone | study-local-timestamp | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 9710294924 | True | 2013-12-19 00:00:44.000 | -111.990073 | 57.212889 | -22.0 | 2.6 | 350.59 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 440200.250982 | 6.341519e+06 | 12N | Mountain Standard Time | 2013-12-18 17:00:44.000 |
| 1 | 9710294925 | True | 2013-12-19 12:00:45.000 | -112.043078 | 57.211016 | -8.0 | 1.6 | 335.05 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 436995.735523 | 6.341358e+06 | 12N | Mountain Standard Time | 2013-12-19 05:00:45.000 |
| 2 | 9710294926 | True | 2013-12-20 00:00:44.000 | -112.105655 | 57.260090 | -5.0 | 1.8 | 409.08 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 433304.783325 | 6.346880e+06 | 12N | Mountain Standard Time | 2013-12-19 17:00:44.000 |
| 3 | 9710294927 | True | 2013-12-20 12:00:44.000 | -112.105336 | 57.261037 | -12.0 | 1.6 | 414.98 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 433325.735759 | 6.346985e+06 | 12N | Mountain Standard Time | 2013-12-20 05:00:44.000 |
| 4 | 9710294928 | True | 2013-12-21 00:00:44.000 | -112.105630 | 57.260091 | -9.0 | 1.8 | 416.13 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 433306.293102 | 6.346880e+06 | 12N | Mountain Standard Time | 2013-12-20 17:00:44.000 |
| 5 | 9710294929 | True | 2013-12-21 12:00:44.000 | -112.105605 | 57.260063 | -10.0 | 2.0 | 418.13 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 433307.750479 | 6.346877e+06 | 12N | Mountain Standard Time | 2013-12-21 05:00:44.000 |
| 6 | 9710294930 | True | 2013-12-22 00:00:44.000 | -112.114396 | 57.256069 | -20.0 | 1.8 | 416.40 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 432770.213812 | 6.346441e+06 | 12N | Mountain Standard Time | 2013-12-21 17:00:44.000 |
| 7 | 9710294931 | True | 2013-12-22 12:00:45.000 | -112.005741 | 57.191187 | -3.0 | 2.2 | 404.36 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 439218.306362 | 6.339117e+06 | 12N | Mountain Standard Time | 2013-12-22 05:00:45.000 |
| 8 | 9710294932 | True | 2013-12-23 00:01:44.000 | -111.977330 | 57.258910 | -8.0 | 2.0 | 355.62 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 441043.375480 | 6.346630e+06 | 12N | Mountain Standard Time | 2013-12-22 17:01:44.000 |
| 9 | 9710294933 | True | 2013-12-23 12:00:38.000 | -111.954527 | 57.323258 | -2.0 | 1.6 | 359.67 | gps | Canis lupus | 13791 | 13791 | ABoVE: Boutin Alberta Grey Wolf | 442519.311265 | 6.353773e+06 | 12N | Mountain Standard Time | 2013-12-23 05:00:38.000 |
Last rows
| event-id | visible | timestamp | location-long | location-lat | external-temperature | gps:dop | height-raw | sensor-type | individual-taxon-canonical-name | tag-local-identifier | individual-local-identifier | study-name | utm-easting | utm-northing | utm-zone | study-timezone | study-local-timestamp | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 239184 | 9710389521 | True | 2014-06-17 19:00:59.000 | -111.453243 | 56.692432 | 22.0 | 2.0 | 255.76 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 472239.826370 | 6.283241e+06 | 12N | Mountain Daylight Time | 2014-06-17 13:00:59.000 |
| 239185 | 9710389522 | True | 2014-06-18 07:00:53.000 | -111.490650 | 56.712015 | 14.0 | 1.8 | 344.00 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 469964.350348 | 6.285437e+06 | 12N | Mountain Daylight Time | 2014-06-18 01:00:53.000 |
| 239186 | 9710389523 | True | 2014-06-19 07:01:30.000 | -111.517445 | 56.721736 | 16.0 | 1.6 | 354.67 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 468332.253078 | 6.286531e+06 | 12N | Mountain Daylight Time | 2014-06-19 01:01:30.000 |
| 239187 | 9710389524 | True | 2014-06-19 19:00:29.000 | -111.525638 | 56.712830 | 25.0 | 2.2 | 350.22 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 467823.242337 | 6.285544e+06 | 12N | Mountain Daylight Time | 2014-06-19 13:00:29.000 |
| 239188 | 9710389525 | True | 2014-06-20 07:00:59.000 | -111.516988 | 56.719126 | 18.0 | 2.2 | 354.06 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 468358.029751 | 6.286240e+06 | 12N | Mountain Daylight Time | 2014-06-20 01:00:59.000 |
| 239189 | 9710389526 | True | 2014-06-20 19:00:29.000 | -111.519134 | 56.720067 | 20.0 | 3.8 | 353.46 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 468227.479806 | 6.286346e+06 | 12N | Mountain Daylight Time | 2014-06-20 13:00:29.000 |
| 239190 | 9710389527 | True | 2014-06-21 07:00:53.000 | -111.517532 | 56.721867 | 18.0 | 2.2 | 357.11 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 468327.038830 | 6.286546e+06 | 12N | Mountain Daylight Time | 2014-06-21 01:00:53.000 |
| 239191 | 9710389528 | True | 2014-06-21 19:00:29.000 | -111.514991 | 56.722486 | 22.0 | 3.8 | 346.52 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 468483.064131 | 6.286613e+06 | 12N | Mountain Daylight Time | 2014-06-21 13:00:29.000 |
| 239192 | 9710389529 | True | 2014-06-22 07:00:53.000 | -111.526562 | 56.713383 | 17.0 | 1.8 | 361.25 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 467767.153505 | 6.285606e+06 | 12N | Mountain Daylight Time | 2014-06-22 01:00:53.000 |
| 239193 | 9710389530 | True | 2014-06-22 19:00:55.000 | -111.729617 | 56.749038 | 22.0 | 2.2 | 460.30 | gps | Canis lupus | 32263 | 32263B | ABoVE: Boutin Alberta Grey Wolf | 455379.877664 | 6.289688e+06 | 12N | Mountain Daylight Time | 2014-06-22 13:00:55.000 |